A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

Mixins are a way to inject code or change the minecraft source code directly and should be use with caution. If you can do a PR to Forge or use an event, try those first. If all else fails, then mixins may be a good option to look into. Here are some resources for mixins:

• Mixin Official Docs: https://github.com/SpongePowered/Mixin/wiki
• Mixin Javadocs: https://jenkins.liteloader.com/view/Other/job/Mixin/javadoc/index.html
• Mixin Cheatsheet: https://github.com/2xsaiko/mixin-cheatsheet
• MixinExtras (Adds some powerful compatiable mixin options! See their wiki): https://github.com/LlamaLad7/MixinExtras

Now, I'll be honest, the official mixin doc is kind of terrible to learn from for most people. It's extremely dense and and really only helps people who already knows in-depth bytecode and stuff. But most modders aren't like that and just wants to do small stuff lol. But I'll give you the run-down here. There's a few kinds of mixins that you will encounter quite often.

This is the full system from the video. Three parts, used in order:

1. The Extraction Prompt — paste this into Claude with your prose samples to get a Voice Fingerprint
2. The Voice Skill Template — use the fingerprint to fill this in and build your loadable Skill file
3. The Calibration Test — a neutral prompt to confirm the Skill is working

Disclaimer: The majority of this list was created pre-COVID. Many other organizations are likely hiring remote now.

• A1M Solutions (distributed)
• Ad Hoc (distributed)
• ACLU Product & Technology Department
• Beeck Center (at Georgetown)
• BetaNYC
• Blue Ridge Labs

I've never had great understanding of launchctl but the deprecation of the old commands with launchctl 2 (10.10) has been terrible as all resources only cover the old commands, and documentation for Apple utilities is generally disgracefully bad, with launchctl not dissembling.

Mad props to https://babodee.wordpress.com/2016/04/09/launchctl-2-0-syntax/ which contains most details

Internally, launchd has several domains, but launchctl 1 would only ask for service names,

Table of Contents

• General Usage
• Shortcuts
• Commands
• Scripting tmux
• Configuring tmux